{"id":"W4389242340","doi":"10.1053/j.seminhematol.2023.11.006","title":"Biological heterogeneity in diffuse large B-cell lymphoma","year":2023,"lang":"en","type":"article","venue":"Seminars in Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency; University of British Columbia; Spinal Cord Injury BC; Simon Fraser University","funders":"Michael Smith Health Research BC","keywords":"Diffuse large B-cell lymphoma; Lymphoma; Biology; Precision medicine; Computational biology; Oncology; Medicine; Bioinformatics; Immunology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000664479,0.0001406238,0.0003783465,0.0008697987,0.0001276924,0.000818288,0.0001948055,0.0002844241,0.0003576178],"category_scores_gemma":[0.0008408288,0.00008578598,0.0001758156,0.0006882544,0.0003656379,0.0004490108,0.0004526896,0.0003657828,0.0001686819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005596259,"about_ca_system_score_gemma":0.0002542551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005713816,"about_ca_topic_score_gemma":0.0007309588,"domain_scores_codex":[0.999721,0.00009915531,0.00002667543,0.00004553136,0.00007672651,0.00003083548],"domain_scores_gemma":[0.9997903,0.000102101,0.00005463226,0.000007803868,0.00002568996,0.0000195155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004588865,0.00003161456,0.09380419,0.002557868,0.0003314614,0.006213607,0.0008145128,0.001290292,0.04128753,0.01042044,0.0122926,0.830497],"study_design_scores_gemma":[0.00009466273,0.0004800333,0.2790078,0.002303723,0.0009241888,0.09602181,0.00254796,0.002567312,0.01569961,0.03850577,0.5617238,0.0001233616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1229013,0.8617592,0.004597481,0.003695059,0.0001913122,0.0000332302,0.0002573071,0.00006147019,0.006503708],"genre_scores_gemma":[0.6882095,0.3042576,0.002859626,0.001815385,0.0009413549,0.00004075425,0.0005376815,0.00002270552,0.001315376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0008697987,"threshold_uncertainty_score":0.004060388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726806348528607,"score_gpt":0.3029398652008562,"score_spread":0.2756718017155702,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}